Grid-Connected, Data-Driven Inverter Control, Theory to Hardware
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arXiv
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| Hauptverfasser: | , , , , |
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| Format: | Preprint |
| Veröffentlicht: |
2025
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| _version_ | 1866912461909655552 |
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| author | Graf, Sebastian Moffat, Keith Mohapatra, Anurag Chiuso, Alessandro Dörfler, Florian |
| author_facet | Graf, Sebastian Moffat, Keith Mohapatra, Anurag Chiuso, Alessandro Dörfler, Florian |
| contents | Grid-connected inverter control is challenging to implement due to the difficulty of obtaining and maintaining an accurate grid model. Direct Data-Driven Predictive Control provides a model-free alternative to traditional model-based control methods. This paper describes how the recently-proposed Transient Predictive Control (TPC) can be used for real-world, plug-and-play inverter control. The following hypotheses were tested: 1) The TPC algorithm can be run online using standard hardware, and 2) TPC, which is derived using Linear Time-Invariant assumptions, is effective for grid-connected inverter control, which is a nonlinear and time-varying system. Experiments conducted on a two-converter benchtop setup and at the CoSES Laboratory on a 25 kVA converter connected to the Munich grid support these hypotheses. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2507_02325 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Grid-Connected, Data-Driven Inverter Control, Theory to Hardware Graf, Sebastian Moffat, Keith Mohapatra, Anurag Chiuso, Alessandro Dörfler, Florian Systems and Control Grid-connected inverter control is challenging to implement due to the difficulty of obtaining and maintaining an accurate grid model. Direct Data-Driven Predictive Control provides a model-free alternative to traditional model-based control methods. This paper describes how the recently-proposed Transient Predictive Control (TPC) can be used for real-world, plug-and-play inverter control. The following hypotheses were tested: 1) The TPC algorithm can be run online using standard hardware, and 2) TPC, which is derived using Linear Time-Invariant assumptions, is effective for grid-connected inverter control, which is a nonlinear and time-varying system. Experiments conducted on a two-converter benchtop setup and at the CoSES Laboratory on a 25 kVA converter connected to the Munich grid support these hypotheses. |
| title | Grid-Connected, Data-Driven Inverter Control, Theory to Hardware |
| topic | Systems and Control |
| url | https://arxiv.org/abs/2507.02325 |